TERRIBLE NOISE

Toyota Other

I have a 2003 Toyota Matrix with approximately 47800 miles on it. When I accelerate to 50 MPH or higher it makes a terribly loud noise, almost deafening, really. It runs great, no catching or sputtering or loss of power just that terrible noise. What could the problem be?